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Connectivity of the mutual k-nearest-neighbor graph in clustering and outlier detection

✍ Scribed by M.R. Brito; E.L. Chávez; A.J. Quiroz; J.E. Yukich


Publisher
Elsevier Science
Year
1997
Tongue
English
Weight
610 KB
Volume
35
Category
Article
ISSN
0167-7152

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✦ Synopsis


For multivariate data sets, we study the relationship between the connectivity of a mutual k-nearest-neighbor graph, and the presence of clustering structure and outliers in the data. A test for detection of clustering structure and outliers is proposed and its performance is evaluated in simulated data.


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